Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 4476–4500 of 10420 papers

Title	Date	Tasks	Status	Hype
Deep PCB To COCO Convertor	May 1, 2022	ClassificationData Augmentation	CodeCode Available	2
AugStatic - A Light-Weight Image Augmentation Library	May 1, 2022	ClassificationData Augmentation	CodeCode Available	0
Augmented Balanced Image Dataset Generator Using AugStatic Library	May 1, 2022	ClassificationData Augmentation	CodeCode Available	0
Augmentation Techniques Analysis with Removal of Class Imbalance Using PyTorch for Intel Scene Dataset	May 1, 2022	ClassificationData Augmentation	—Unverified	0
Resnet18 Model With Sequential Layer For Computing Accuracy On Image Classification Dataset	May 1, 2022	ClassificationData Augmentation	—Unverified	0
Uncertainty Estimation of Transformer Predictions for Misclassification Detection	May 1, 2022	Active LearningAdversarial Attack	CodeCode Available	0
Elucidating Meta-Structures of Noisy Labels in Semantic Segmentation by Deep Neural Networks	Apr 30, 2022	image-classificationImage Classification	CodeCode Available	0
DIRA: Dynamic Domain Incremental Regularised Adaptation	Apr 30, 2022	Domain Adaptationimage-classification	CodeCode Available	0
NeuralEF: Deconstructing Kernels by Deep Neural Networks	Apr 30, 2022	image-classificationImage Classification	CodeCode Available	1
Engineering flexible machine learning systems by traversing functionally-invariant paths	Apr 30, 2022	Adversarial RobustnessContinual Learning	CodeCode Available	1
CLIP-Art: Contrastive Pre-training for Fine-Grained Art Classification	Apr 29, 2022	AttributeClassification	CodeCode Available	2
PyramidCLIP: Hierarchical Feature Alignment for Vision-language Model Pretraining	Apr 29, 2022	Image ClassificationLanguage Modeling	—Unverified	0
Noise-reducing attention cross fusion learning transformer for histological image classification of osteosarcoma	Apr 29, 2022	image-classificationImage Classification	—Unverified	0
Unlocking High-Accuracy Differentially Private Image Classification through Scale	Apr 28, 2022	Classificationimage-classification	CodeCode Available	1
Depth Estimation with Simplified Transformer	Apr 28, 2022	Autonomous DrivingDepth Estimation	—Unverified	0
Semantic Information Recovery in Wireless Networks	Apr 28, 2022	Image ClassificationInformation Retrieval	CodeCode Available	1
Learning to Split for Automatic Bias Detection	Apr 28, 2022	Bias Detectionimage-classification	CodeCode Available	1
Continual Learning with Bayesian Model based on a Fixed Pre-trained Feature Extractor	Apr 28, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
One-shot Federated Learning without Server-side Training	Apr 26, 2022	Federated Learningimage-classification	CodeCode Available	0
Understanding The Robustness in Vision Transformers	Apr 26, 2022	Domain GeneralizationImage Classification	CodeCode Available	2
Quantum-classical convolutional neural networks in radiological image classification	Apr 26, 2022	BIG-bench Machine LearningClassification	—Unverified	0
Causal Transportability for Visual Recognition	Apr 26, 2022	image-classificationImage Classification	CodeCode Available	1
PolyLoss: A Polynomial Expansion Perspective of Classification Loss Functions	Apr 26, 2022	3D Object Detectionimage-classification	CodeCode Available	1
Brain Tumor Detection and Classification Using a New Evolutionary Convolutional Neural Network	Apr 26, 2022	image-classificationImage Classification	—Unverified	0
Adaptive Split-Fusion Transformer	Apr 26, 2022	Image Classification	CodeCode Available	1

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All datasets ImageNet CIFAR-10 CIFAR-100 STL-10 ObjectNet MNIST SVHN iNaturalist 2018 ImageNet ReaL Flowers-102 Clothing1M mini WebVision 1.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CoCa (finetuned)	Top 1 Accuracy	91	—	Unverified
2	Model soups (BASIC-L)	Top 1 Accuracy	90.98	—	Unverified
3	Model soups (ViT-G/14)	Top 1 Accuracy	90.94	—	Unverified
4	DaViT-G	Top 1 Accuracy	90.4	—	Unverified
5	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
7	SwinV2-G	Top 1 Accuracy	90.17	—	Unverified
8	MAWS (ViT-6.5B)	Top 1 Accuracy	90.1	—	Unverified
9	Florence-CoSwin-H	Top 1 Accuracy	90.05	—	Unverified
10	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified